diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 6f9027f..783ae89 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -5,6 +5,8 @@ on:
     branches: [ main ]
   pull_request:
     branches: [ main ]
+    paths:
+      - "docs/**"
 
 jobs:
   build-docs:
@@ -17,27 +19,20 @@ jobs:
       with:
         python-version: '3.11'
 
+    - name: Install uv
+      uses: astral-sh/setup-uv@v6
+      with:
+        version: "0.8.4"
+        python-version: "3.13"
+        enable-cache: false
+
     - name: Install dependencies
-      run: |
-        sudo apt-get update
-        sudo apt-get install -y proj-bin gdal-bin libgdal-dev
-        python -m pip install --upgrade pip
-        pip install -e ".[docs]" --only-binary=:all:
+      run: uv sync --group docs
 
-    - name: Build documentation
-      run: |
-        cd docs
-        make html
+    - name: Build docs
+      if: github.event_name == 'pull_request'
+      run: uv run -- mkdocs build
 
-    - name: Upload documentation
-      uses: actions/upload-artifact@v4
-      with:
-        name: documentation
-        path: docs/_build/html/
-
-    - name: Deploy to GitHub Pages
-      if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-      uses: peaceiris/actions-gh-pages@v3
-      with:
-        github_token: ${{ secrets.GITHUB_TOKEN }}
-        publish_dir: ./docs/_build/html
+    - name: Deploy docs
+      if: github.event_name == 'push'
+      run: uv run -- mkdocs gh-deploy --force
diff --git a/.vscode/launch.json b/.vscode/launch.json
index b9f31bb..f843018 100644
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -166,4 +166,4 @@
 
         }
     ]
-}
+}
\ No newline at end of file
diff --git a/docs/converter.md b/docs/converter.md
new file mode 100644
index 0000000..261601d
--- /dev/null
+++ b/docs/converter.md
@@ -0,0 +1,107 @@
+# Using the GeoZarr Converter
+
+The GeoZarr converter provides tools to transform EOPF datasets into GeoZarr-spec 0.4 compliant format. This guide explains how to use the converter effectively.
+
+## Command Line Interface
+
+The converter can be accessed via the `eopf-geozarr` command-line tool. Below are some common use cases:
+
+### Basic Conversion
+
+Convert an EOPF dataset to GeoZarr format:
+
+```bash
+eopf-geozarr convert input.zarr output.zarr
+```
+
+### S3 Output
+
+Convert and save the output directly to an S3 bucket:
+
+```bash
+eopf-geozarr convert input.zarr s3://my-bucket/output.zarr
+```
+
+### Parallel Processing
+
+Enable parallel processing for large datasets using a Dask cluster:
+
+```bash
+eopf-geozarr convert input.zarr output.zarr --dask-cluster
+```
+
+### Validation
+
+Validate the GeoZarr compliance of a dataset:
+
+```bash
+eopf-geozarr validate output.zarr
+```
+
+## Python API
+
+The converter also provides a Python API for programmatic usage:
+
+### Example: Basic Conversion
+
+```python
+import xarray as xr
+from eopf_geozarr import create_geozarr_dataset
+
+# Load your EOPF DataTree
+dt = xr.open_datatree("path/to/eopf/dataset.zarr", engine="zarr")
+
+# Convert to GeoZarr format
+dt_geozarr = create_geozarr_dataset(
+    dt_input=dt,
+    groups=["/measurements/r10m", "/measurements/r20m", "/measurements/r60m"],
+    output_path="path/to/output/geozarr.zarr",
+    spatial_chunk=4096,
+    min_dimension=256,
+    tile_width=256,
+    max_retries=3
+)
+```
+
+### Example: S3 Output
+
+```python
+import os
+from eopf_geozarr import create_geozarr_dataset
+
+# Configure S3 credentials
+os.environ['AWS_ACCESS_KEY_ID'] = 'your_access_key'
+os.environ['AWS_SECRET_ACCESS_KEY'] = 'your_secret_key'
+os.environ['AWS_DEFAULT_REGION'] = 'us-east-1'
+
+# Convert and save to S3
+dt_geozarr = create_geozarr_dataset(
+    dt_input=dt,
+    groups=["/measurements/r10m", "/measurements/r20m", "/measurements/r60m"],
+    output_path="s3://my-bucket/output.zarr",
+    spatial_chunk=4096,
+    min_dimension=256,
+    tile_width=256,
+    max_retries=3
+)
+```
+
+## Advanced Features
+
+### Chunk Alignment
+
+The converter ensures proper chunk alignment to optimize storage and prevent data corruption. It uses the `calculate_aligned_chunk_size` function to determine optimal chunk sizes.
+
+### Multiscale Support
+
+The converter supports multiscale datasets, creating overview levels with /2 downsampling logic. Each level is stored as a sibling group (e.g., `/0`, `/1`, `/2`).
+
+### Native CRS Preservation
+
+The converter maintains the native coordinate reference system (CRS) of the dataset, avoiding reprojection to Web Mercator.
+
+## Error Handling
+
+The converter includes robust error handling and retry logic for network operations, ensuring reliable processing even in challenging environments.
+
+For more details, refer to the [API Reference](api.md).
diff --git a/docs/index.md b/docs/index.md
index f69bf80..f095a97 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -22,6 +22,7 @@ The EOPF GeoZarr library enables conversion of EOPF datasets to the GeoZarr spec
 ## Key Features
 
 ### GeoZarr Specification Compliance
+
 - Full compliance with GeoZarr spec 0.4
 - `_ARRAY_DIMENSIONS` attributes on all arrays
 - CF standard names for all variables
@@ -30,19 +31,33 @@ The EOPF GeoZarr library enables conversion of EOPF datasets to the GeoZarr spec
 - Proper multiscales metadata structure
 
 ### Native CRS Preservation
-- No reprojection to TMS required
-- Maintains original coordinate reference systems
-- Native CRS tile matrix sets
 
-### Multiscale Support
-- COG-style /2 downsampling logic
-- Overview levels as children groups
-- Configurable minimum dimensions and tile widths
+- Maintains native CRS (e.g., UTM zones) throughout all overview levels
+- Avoids reprojection to Web Mercator, preserving scientific accuracy
+- Custom tile matrix sets using native CRS
+
+### Band Organization
+
+- Spectral bands stored as separate DataArray variables
+- Enables band-specific metadata and selective access
+- Supports different processing chains per spectral band
+
+### Chunking Strategy
+
+- Aligned chunking to optimize storage efficiency and I/O performance
+- Prevents partial chunks that waste storage space
+- Reduces memory fragmentation
+
+### Hierarchical Structure
+
+- All resolution levels stored as siblings (`/0`, `/1`, `/2`, etc.)
+- Multiscales metadata in parent group attributes
+- Complies with xarray DataTree alignment requirements
 
 ### Robust Processing
+
 - Band-by-band writing with validation
 - Retry logic for network operations
-- Comprehensive error handling
 
 ## Architecture
 
@@ -58,4 +73,4 @@ See the [Quick Start](quickstart.md) guide to begin using the library, or check
 
 ## Support
 
-For questions, issues, or contributions, please visit the [GitHub repository](https://github.com/developmentseed/eopf-geozarr).
+For questions, issues, or contributions, please visit the [GitHub repository](https://github.com/eopf-explorer/data-model).
diff --git a/docs/stylesheets/extra.css b/docs/stylesheets/extra.css
new file mode 100644
index 0000000..e4ca721
--- /dev/null
+++ b/docs/stylesheets/extra.css
@@ -0,0 +1,82 @@
+[data-md-color-scheme="default"] {
+    --md-primary-fg-color: #160A42;
+    --font-family: Inter, sans-serif;
+    --md-link-fg-color: #0078D7;
+    /* Bright blue for visibility */
+}
+
+/* Apply the link color only in the main document content */
+[data-md-color-scheme="default"] main article a {
+    color: var(--md-link-fg-color);
+    text-decoration: none;
+    /* Remove underline */
+}
+
+[data-md-color-scheme="slate"] {
+    --md-default-fg-color: hsla(var(--md-hue), 15%, 90%, 0.9);
+    --md-default-fg-color--light: hsla(var(--md-hue), 15%, 90%, 1);
+    --md-primary-fg-color: #160A42;
+    --font-family: Inter, sans-serif;
+}
+
+/* Sets up a figure counter */
+
+/* Initialise the counter */
+body {
+    counter-reset: figureCounter;
+}
+
+/* Increment the counter for every instance of a figure even if it doesn't have a caption */
+figure {
+    counter-increment: figureCounter;
+}
+
+/* Prepend the counter to the figcaption content */
+figure figcaption:before {
+    content: "Figure " counter(figureCounter) ": ";
+}
+
+/* reduce font size of code and xarray output cells in rendered jupyter notebooks */
+.jupyter-wrapper .jp-OutputArea-output pre,
+.xr-wrap {
+    font-size: 0.8em;
+}
+
+/* Code to better render xarray html representation with mknotebook */
+.md-typeset pre.xr-text-repr-fallback {
+    display: none;
+}
+
+.md-typeset ul.xr-sections,
+.jupyter-wrapper .jp-OutputArea-output dl.xr-attrs {
+    display: grid;
+}
+
+.md-typeset li.xr-var-item,
+.md-typeset ul.xr-var-list {
+    display: contents;
+}
+
+.md-typeset .xr-section-details {
+    display: none;
+}
+
+.md-typeset ul.xr-dim-list li {
+    margin-bottom: 0;
+    margin-left: 0;
+}
+
+.md-typeset ul.xr-dim-list {
+    margin-bottom: 0;
+    margin-top: 0;
+}
+
+.jupyter-wrapper .jp-OutputArea-output .xr-attrs dt {
+    padding: 0;
+    margin: 0;
+    float: left;
+    padding-right: 10px;
+    width: auto;
+    font-weight: normal;
+    grid-column: 1;
+}
\ No newline at end of file
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 0000000..220dc00
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,54 @@
+site_name: ESA Sentinel Zarr Explorer - Data Model
+site_description: Documentation for the ESA Sentinel Zarr Explorer Data Model
+site_author: Development Seed
+repo_url: https://github.com/eopf-explorer/data-model
+edit_uri: edit/main/docs/
+
+theme:
+  name: material
+  logo: assets/logo-eopf-sentinel-explorer-dark-icon.svg
+  features:
+    #- navigation.tabs
+    #- navigation.tabs.sticky
+    - navigation.sections
+    - content.code.copy
+    - navigation.instant
+    - navigation.tracking
+    - navigation.expand
+    - navigation.indexes
+    - navigation.top
+    - content.code.annotate
+    - content.tabs.link
+    #- toc.integrate # Table of contents on the left
+
+  palette:
+    # Palette toggle for light mode
+    - scheme: default
+      toggle:
+        icon: material/brightness-7
+        name: Switch to dark mode
+    - scheme: slate
+      accent: orange
+      toggle:
+        icon: material/brightness-4
+        name: Switch to light mode
+
+extra_css:
+  - stylesheets/extra.css
+
+
+markdown_extensions:
+  - admonition
+  - attr_list
+  - codehilite
+  - pymdownx.highlight
+  - pymdownx.superfences
+  - pymdownx.tabbed
+  - pymdownx.tasklist:
+      custom_checkbox: true
+  - toc:
+      permalink: true
+
+nav:
+  - Home: index.md
+  - Using the Converter: converter.md
diff --git a/pyproject.toml b/pyproject.toml
index 7005be9..56c483e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,10 +61,10 @@ test = [
     "pytest-xdist>=3.0.0",
 ]
 docs = [
-    "sphinx>=6.0.0",
-    "sphinx-rtd-theme>=1.2.0",
-    # "myst-parser>=1.0.0",
-    "sphinx-autodoc-typehints>=1.20.0",
+    "mkdocs>=1.4.0",
+    "mkdocs-material>=9.1.0",
+    "pymdown-extensions>=10.0",
+    "mike>=2.1.3",
 ]
 
 [project.urls]
diff --git a/uv.lock b/uv.lock
index e8c07fe..1cbc703 100644
--- a/uv.lock
+++ b/uv.lock
@@ -132,15 +132,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e", size = 7490 },
 ]
 
-[[package]]
-name = "alabaster"
-version = "1.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929 },
-]
-
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -194,6 +185,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2", size = 10182537 },
 ]
 
+[[package]]
+name = "backrefs"
+version = "5.9"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/eb/a7/312f673df6a79003279e1f55619abbe7daebbb87c17c976ddc0345c04c7b/backrefs-5.9.tar.gz", hash = "sha256:808548cb708d66b82ee231f962cb36faaf4f2baab032f2fbb783e9c2fdddaa59", size = 5765857 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/19/4d/798dc1f30468134906575156c089c492cf79b5a5fd373f07fe26c4d046bf/backrefs-5.9-py310-none-any.whl", hash = "sha256:db8e8ba0e9de81fcd635f440deab5ae5f2591b54ac1ebe0550a2ca063488cd9f", size = 380267 },
+    { url = "https://files.pythonhosted.org/packages/55/07/f0b3375bf0d06014e9787797e6b7cc02b38ac9ff9726ccfe834d94e9991e/backrefs-5.9-py311-none-any.whl", hash = "sha256:6907635edebbe9b2dc3de3a2befff44d74f30a4562adbb8b36f21252ea19c5cf", size = 392072 },
+    { url = "https://files.pythonhosted.org/packages/9d/12/4f345407259dd60a0997107758ba3f221cf89a9b5a0f8ed5b961aef97253/backrefs-5.9-py312-none-any.whl", hash = "sha256:7fdf9771f63e6028d7fee7e0c497c81abda597ea45d6b8f89e8ad76994f5befa", size = 397947 },
+    { url = "https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl", hash = "sha256:cc37b19fa219e93ff825ed1fed8879e47b4d89aa7a1884860e2db64ccd7c676b", size = 399843 },
+    { url = "https://files.pythonhosted.org/packages/fc/24/b29af34b2c9c41645a9f4ff117bae860291780d73880f449e0b5d948c070/backrefs-5.9-py314-none-any.whl", hash = "sha256:df5e169836cc8acb5e440ebae9aad4bf9d15e226d3bad049cf3f6a5c20cc8dc9", size = 411762 },
+    { url = "https://files.pythonhosted.org/packages/41/ff/392bff89415399a979be4a65357a41d92729ae8580a66073d8ec8d810f98/backrefs-5.9-py39-none-any.whl", hash = "sha256:f48ee18f6252b8f5777a22a00a09a85de0ca931658f1dd96d4406a34f3748c60", size = 380265 },
+]
+
 [[package]]
 name = "bandit"
 version = "1.8.6"
@@ -677,15 +682,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9e/dc/9f033526ed98b65cda8adbd10b6eeeca0659203f67bd3e065ce172008887/distributed-2025.7.0-py3-none-any.whl", hash = "sha256:51b74526c2bee409ca968ee5532c79de1c1a1713664f5ccf90bdd81f17cfdc73", size = 1015142 },
 ]
 
-[[package]]
-name = "docutils"
-version = "0.21.2"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ae/ed/aefcc8cd0ba62a0560c3c18c33925362d46c6075480bfa4df87b28e169a9/docutils-0.21.2.tar.gz", hash = "sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f", size = 2204444 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/8f/d7/9322c609343d929e75e7e5e6255e614fcc67572cfd083959cdef3b7aad79/docutils-0.21.2-py3-none-any.whl", hash = "sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2", size = 587408 },
-]
-
 [[package]]
 name = "donfig"
 version = "0.8.1.post1"
@@ -721,6 +717,7 @@ dependencies = [
     { name = "dask", extra = ["array", "distributed"] },
     { name = "numpy" },
     { name = "pydantic-zarr" },
+    { name = "pyproj" },
     { name = "rioxarray" },
     { name = "s3fs" },
     { name = "typing-extensions" },
@@ -742,9 +739,10 @@ dev = [
     { name = "safety" },
 ]
 docs = [
-    { name = "sphinx" },
-    { name = "sphinx-autodoc-typehints" },
-    { name = "sphinx-rtd-theme" },
+    { name = "mike" },
+    { name = "mkdocs" },
+    { name = "mkdocs-material" },
+    { name = "pymdown-extensions" },
 ]
 test = [
     { name = "pytest" },
@@ -760,7 +758,8 @@ requires-dist = [
     { name = "cf-xarray", specifier = ">=0.8.0" },
     { name = "dask", extras = ["array", "distributed"], specifier = ">=2025.5.1" },
     { name = "numpy", specifier = ">=2.3.1" },
-    { name = "pydantic-zarr", specifier = ">=0.8.1" },
+    { name = "pydantic-zarr" },
+    { name = "pyproj", specifier = ">=3.7.0" },
     { name = "rioxarray", specifier = ">=0.13.0" },
     { name = "s3fs", specifier = ">=2024.6.0" },
     { name = "typing-extensions", specifier = ">=4.0.0" },
@@ -782,9 +781,10 @@ dev = [
     { name = "safety", specifier = ">=2.0.0" },
 ]
 docs = [
-    { name = "sphinx", specifier = ">=6.0.0" },
-    { name = "sphinx-autodoc-typehints", specifier = ">=1.20.0" },
-    { name = "sphinx-rtd-theme", specifier = ">=1.2.0" },
+    { name = "mike", specifier = ">=2.1.3" },
+    { name = "mkdocs", specifier = ">=1.4.0" },
+    { name = "mkdocs-material", specifier = ">=9.1.0" },
+    { name = "pymdown-extensions", specifier = ">=10.0" },
 ]
 test = [
     { name = "pytest", specifier = ">=7.0.0" },
@@ -924,6 +924,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/2f/e0/014d5d9d7a4564cf1c40b5039bc882db69fd881111e03ab3657ac0b218e2/fsspec-2025.7.0-py3-none-any.whl", hash = "sha256:8b012e39f63c7d5f10474de957f3ab793b47b45ae7d39f2fb735f8bbe25c0e21", size = 199597 },
 ]
 
+[[package]]
+name = "ghp-import"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "python-dateutil" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d9/29/d40217cbe2f6b1359e00c6c307bb3fc876ba74068cbab3dde77f03ca0dc4/ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343", size = 10943 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619", size = 11034 },
+]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -979,27 +991,27 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442 },
 ]
 
-[[package]]
-name = "imagesize"
-version = "1.4.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a7/84/62473fb57d61e31fef6e36d64a179c8781605429fd927b5dd608c997be31/imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a", size = 1280026 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/ff/62/85c4c919272577931d407be5ba5d71c20f0b616d31a0befe0ae45bb79abd/imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b", size = 8769 },
-]
-
 [[package]]
 name = "importlib-metadata"
 version = "8.7.0"
 source = { registry = "https://pypi.org/simple" }
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